{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Optional Lab - Simple Neural Network\n",
    "In this lab we will build a small neural network using Tensorflow.\n",
    "   <center> <img  src=\"./images/C2_W1_CoffeeRoasting.png\" width=\"400\" />   <center/>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('./deeplearning.mplstyle')\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "from lab_utils_common import dlc\n",
    "from lab_coffee_utils import load_coffee_data, plt_roast, plt_prob, plt_layer, plt_network, plt_output_unit\n",
    "import logging\n",
    "logging.getLogger(\"tensorflow\").setLevel(logging.ERROR)\n",
    "tf.autograph.set_verbosity(0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DataSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200, 2) (200, 1)\n"
     ]
    }
   ],
   "source": [
    "X,Y = load_coffee_data();\n",
    "print(X.shape, Y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the coffee roasting data below. The two features are Temperature in Celsius and Duration in minutes. [Coffee Roasting at Home](https://www.merchantsofgreencoffee.com/how-to-roast-green-coffee-in-your-oven/) suggests that the duration is best kept between 12 and 15 minutes while the temp should be between 175 and 260 degrees Celsius. Of course, as temperature rises, the duration should shrink. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_roast(X,Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalize Data\n",
    "Fitting the weights to the data (back-propagation, covered in next week's lectures) will proceed more quickly if the data is normalized. This is the same procedure you used in Course 1 where features in the data are each normalized to have a similar range. \n",
    "The procedure below uses a Keras [normalization layer](https://keras.io/api/layers/preprocessing_layers/numerical/normalization/). It has the following steps:\n",
    "- create a \"Normalization Layer\". Note, as applied here, this is not a layer in your model.\n",
    "- 'adapt' the data. This learns the mean and variance of the data set and saves the values internally.\n",
    "- normalize the data.  \n",
    "It is important to apply normalization to any future data that utilizes the learned model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Temperature Max, Min pre normalization: 284.99, 151.32\n",
      "Duration    Max, Min pre normalization: 15.45, 11.51\n",
      "Temperature Max, Min post normalization: 1.66, -1.69\n",
      "Duration    Max, Min post normalization: 1.79, -1.70\n"
     ]
    }
   ],
   "source": [
    "print(f\"Temperature Max, Min pre normalization: {np.max(X[:,0]):0.2f}, {np.min(X[:,0]):0.2f}\")\n",
    "print(f\"Duration    Max, Min pre normalization: {np.max(X[:,1]):0.2f}, {np.min(X[:,1]):0.2f}\")\n",
    "norm_l = tf.keras.layers.Normalization(axis=-1)\n",
    "norm_l.adapt(X)  # learns mean, variance\n",
    "Xn = norm_l(X)\n",
    "print(f\"Temperature Max, Min post normalization: {np.max(Xn[:,0]):0.2f}, {np.min(Xn[:,0]):0.2f}\")\n",
    "print(f\"Duration    Max, Min post normalization: {np.max(Xn[:,1]):0.2f}, {np.min(Xn[:,1]):0.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tile/copy our data to increase the training set size and reduce the number of training epochs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200000, 2) (200000, 1)\n"
     ]
    }
   ],
   "source": [
    "Xt = np.tile(Xn,(1000,1))\n",
    "Yt= np.tile(Y,(1000,1))   \n",
    "print(Xt.shape, Yt.shape)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tensorflow Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model\n",
    "   <center> <img  src=\"./images/C2_W1_RoastingNetwork.PNG\" width=\"200\" />   <center/>  \n",
    "Let's build the \"Coffee Roasting Network\" described in lecture. There are two layers with sigmoid activations as shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.random.set_seed(1234)  # applied to achieve consistent results\n",
    "model = Sequential(\n",
    "    [\n",
    "        tf.keras.Input(shape=(2,)),\n",
    "        Dense(3, activation='sigmoid', name = 'layer1'),\n",
    "        Dense(1, activation='sigmoid', name = 'layer2')\n",
    "     ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">**Note 1:** The `tf.keras.Input(shape=(2,)),` specifies the expected shape of the input. This allows Tensorflow to size the weights and bias parameters at this point.  This is useful when exploring Tensorflow models. This statement can be omitted in practice and Tensorflow will size the network parameters when the input data is specified in the `model.fit` statement.  \n",
    ">**Note 2:** Including the sigmoid activation in the final layer is not considered best practice. It would instead be accounted for in the loss which improves numerical stability. This will be described in more detail in a later lab.\n",
    "\n",
    "The `model.summary()` provides a description of the network:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " layer1 (Dense)              (None, 3)                 9         \n",
      "                                                                 \n",
      " layer2 (Dense)              (None, 1)                 4         \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 13\n",
      "Trainable params: 13\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The parameter counts shown in the summary correspond to the number of elements in the weight and bias arrays as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L1 params =  9 , L2 params =  4\n"
     ]
    }
   ],
   "source": [
    "L1_num_params = 2 * 3 + 3   # W1 parameters  + b1 parameters\n",
    "L2_num_params = 3 * 1 + 1   # W2 parameters  + b2 parameters\n",
    "print(\"L1 params = \", L1_num_params, \", L2 params = \", L2_num_params  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's examine the weights and biases Tensorflow has instantiated.  The weights $W$ should be of size (number of features in input, number of units in the layer) while the bias $b$ size should match the number of units in the layer:\n",
    "- In the first layer with 3 units, we expect W to have a size of (2,3) and $b$ should have 3 elements.\n",
    "- In the second layer with 1 unit, we expect W to have a size of (3,1) and $b$ should have 1 element."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1(2, 3):\n",
      " [[ 0.08 -0.3   0.18]\n",
      " [-0.56 -0.15  0.89]] \n",
      "b1(3,): [0. 0. 0.]\n",
      "W2(3, 1):\n",
      " [[-0.43]\n",
      " [-0.88]\n",
      " [ 0.36]] \n",
      "b2(1,): [0.]\n"
     ]
    }
   ],
   "source": [
    "W1, b1 = model.get_layer(\"layer1\").get_weights()\n",
    "W2, b2 = model.get_layer(\"layer2\").get_weights()\n",
    "print(f\"W1{W1.shape}:\\n\", W1, f\"\\nb1{b1.shape}:\", b1)\n",
    "print(f\"W2{W2.shape}:\\n\", W2, f\"\\nb2{b2.shape}:\", b2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following statements will be described in detail in Week2. For now:\n",
    "- The `model.compile` statement defines a loss function and specifies a compile optimization.\n",
    "- The `model.fit` statement runs gradient descent and fits the weights to the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "6250/6250 [==============================] - 5s 768us/step - loss: 0.1782\n",
      "Epoch 2/10\n",
      "6250/6250 [==============================] - 5s 781us/step - loss: 0.1165\n",
      "Epoch 3/10\n",
      "6250/6250 [==============================] - 5s 792us/step - loss: 0.0426\n",
      "Epoch 4/10\n",
      "6250/6250 [==============================] - 5s 791us/step - loss: 0.0160\n",
      "Epoch 5/10\n",
      "6250/6250 [==============================] - 5s 787us/step - loss: 0.0104\n",
      "Epoch 6/10\n",
      "6250/6250 [==============================] - 5s 795us/step - loss: 0.0073\n",
      "Epoch 7/10\n",
      "6250/6250 [==============================] - 5s 787us/step - loss: 0.0052\n",
      "Epoch 8/10\n",
      "6250/6250 [==============================] - 5s 789us/step - loss: 0.0037\n",
      "Epoch 9/10\n",
      "6250/6250 [==============================] - 5s 780us/step - loss: 0.0027\n",
      "Epoch 10/10\n",
      "6250/6250 [==============================] - 5s 773us/step - loss: 0.0020\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f5edc665990>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.compile(\n",
    "    loss = tf.keras.losses.BinaryCrossentropy(),\n",
    "    optimizer = tf.keras.optimizers.Adam(learning_rate=0.01),\n",
    ")\n",
    "\n",
    "model.fit(\n",
    "    Xt,Yt,            \n",
    "    epochs=10,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Updated Weights\n",
    "After fitting, the weights have been updated: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1:\n",
      " [[ -0.13  14.3  -11.1 ]\n",
      " [ -8.92  11.85  -0.25]] \n",
      "b1: [-11.16   1.76 -12.1 ]\n",
      "W2:\n",
      " [[-45.71]\n",
      " [-42.95]\n",
      " [-50.19]] \n",
      "b2: [26.14]\n"
     ]
    }
   ],
   "source": [
    "W1, b1 = model.get_layer(\"layer1\").get_weights()\n",
    "W2, b2 = model.get_layer(\"layer2\").get_weights()\n",
    "print(\"W1:\\n\", W1, \"\\nb1:\", b1)\n",
    "print(\"W2:\\n\", W2, \"\\nb2:\", b2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we will load some saved weights from a previous training run. This is so that this notebook remains robust to changes in Tensorflow over time. Different training runs can produce somewhat different results and the discussion below applies to a particular solution. Feel free to re-run the notebook with this cell commented out to see the difference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "W1 = np.array([\n",
    "    [-8.94,  0.29, 12.89],\n",
    "    [-0.17, -7.34, 10.79]] )\n",
    "b1 = np.array([-9.87, -9.28,  1.01])\n",
    "W2 = np.array([\n",
    "    [-31.38],\n",
    "    [-27.86],\n",
    "    [-32.79]])\n",
    "b2 = np.array([15.54])\n",
    "model.get_layer(\"layer1\").set_weights([W1,b1])\n",
    "model.get_layer(\"layer2\").set_weights([W2,b2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predictions\n",
    "<img align=\"left\" src=\"./images/C2_W1_RoastingDecision.PNG\"     style=\" width:380px; padding: 10px 20px; \" >\n",
    "\n",
    "Once you have a trained model, you can then use it to make predictions. Recall that the output of our model is a probability. In this case, the probability of a good roast. To make a decision, one must apply the probability to a threshold. In this case, we will use 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by creating input data. The model is expecting one or more examples where examples are in the rows of matrix. In this case, we have two features so the matrix will be (m,2) where m is the number of examples.\n",
    "Recall, we have normalized the input features so we must normalize our test data as well.   \n",
    "To make a prediction, you apply the `predict` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predictions = \n",
      " [[9.63e-01]\n",
      " [3.03e-08]]\n"
     ]
    }
   ],
   "source": [
    "X_test = np.array([\n",
    "    [200,13.9],  # postive example\n",
    "    [200,17]])   # negative example\n",
    "X_testn = norm_l(X_test)\n",
    "predictions = model.predict(X_testn)\n",
    "print(\"predictions = \\n\", predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Epochs and batches\n",
    "In the `compile` statement above, the number of `epochs` was set to 10. This specifies that the entire data set should be applied during training 10 times.  During training, you see output describing the progress of training that looks like this:\n",
    "```\n",
    "Epoch 1/10\n",
    "6250/6250 [==============================] - 6s 910us/step - loss: 0.1782\n",
    "```\n",
    "The first line, `Epoch 1/10`, describes which epoch the model is currently running. For efficiency, the training data set is broken into 'batches'. The default size of a batch in Tensorflow is 32. There are 200000 examples in our expanded data set or 6250 batches. The notation on the 2nd line `6250/6250 [====` is describing which batch has been executed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To convert the probabilities to a decision, we apply a threshold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "decisions = \n",
      "[[1.]\n",
      " [0.]]\n"
     ]
    }
   ],
   "source": [
    "yhat = np.zeros_like(predictions)\n",
    "for i in range(len(predictions)):\n",
    "    if predictions[i] >= 0.5:\n",
    "        yhat[i] = 1\n",
    "    else:\n",
    "        yhat[i] = 0\n",
    "print(f\"decisions = \\n{yhat}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This can be accomplished more succinctly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "decisions = \n",
      "[[1]\n",
      " [0]]\n"
     ]
    }
   ],
   "source": [
    "yhat = (predictions >= 0.5).astype(int)\n",
    "print(f\"decisions = \\n{yhat}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Layer Functions\n",
    "Let's examine the functions of the units to determine their role in the coffee roasting decision. We will plot the output of each node for all values of the inputs (duration,temp). Each unit is a logistic function whose output can range from zero to one. The shading in the graph represents the output value.\n",
    "> Note: In labs we typically number things starting at zero while the lectures may start with 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_layer(X,Y.reshape(-1,),W1,b1,norm_l)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The shading shows that each unit is responsible for a different \"bad roast\" region. unit 0 has larger values when the temperature is too low. unit 1 has larger values when the duration is too short and unit 2 has larger values for bad combinations of time/temp. It is worth noting that the network learned these functions on its own through the process of gradient descent. They are very much the same sort of functions a person might choose to make the same decisions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function plot of the final layer is a bit more difficult to visualize. It's inputs are the output of the first layer. We know that the first layer uses sigmoids so their output range is between zero and one. We can create a 3-D plot that calculates the output for all possible combinations of the three inputs. This is shown below. Above, high output values correspond to 'bad roast' area's. Below, the maximum output is in area's where the three inputs are small values corresponding to 'good roast' area's."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_output_unit(W2,b2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The final graph shows the whole network in action.  \n",
    "The left graph is the raw output of the final layer represented by the blue shading. This is overlaid on the training data represented by the X's and O's.   \n",
    "The right graph is the output of the network after a decision threshold. The X's and O's here correspond to decisions made by the network.  \n",
    "The following takes a moment to run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netf= lambda x : model.predict(norm_l(x))\n",
    "plt_network(X,Y,netf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Congratulations!\n",
    "You have built a small neural network in Tensorflow. \n",
    "The network demonstrated the ability of neural networks to handle complex decisions by dividing the decisions between multiple units."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
